Agenta

Agenta is an open-source LLMOps platform designed to help developers and product teams efficiently build, manage, and deploy reliable large language model (LLM) applications. It supports the full LLM development lifecycle, including prompt engineering, evaluation, and observability.

Agenta offers Prompt Engineering & Management, which organizes prompts so subject matter experts can collaborate with developers without modifying code and supports versioning, deployment, side-by-side prompt testing, and a playground for experimentation. Observability features include production monitoring, user feedback collection, debugging via traces, cost tracking, edge case identification, and annotation support. For collaboration, it enables non-developers to iterate on, evaluate, and deploy custom LLM applications entirely via the user interface. Compatibility wise, it works with any LLM app architecture (Chain of Prompts, RAG, LLM agents), integrates with popular frameworks like Langchain or LlamaIndex, and supports model providers such as OpenAI, Cohere, Anthropic, Gemini, OpenRouter, and local/self-hosted models like Ollama.

Yes, Agenta is MIT licensed and open source, allowing self-hosting, modification, and commercial use without restrictions.

You can quickly get started by using code templates provided by Agenta. Integration with your existing codebase typically takes under an hour. Agenta creates API endpoints to connect your workflows, and an SDK makes setup simple.

No. You can keep your production application hosted on your premises or your own environment and use Agenta solely for prompt engineering, evaluation, and configuration management. Agenta fetches the latest configuration to integrate with your app.

Detailed documentation and self-help resources are available online. Community support is provided via Slack (#05_support channel) during CEST hours. Feature suggestions and discussions are on GitHub Discussions.

Agenta offers options for self-hosting with Docker images. You can lock Agenta to specific versions for stability. The documentation contains troubleshooting tips for common deployment issues.

Agenta supports any OpenAI-compatible endpoint, including self-hosted and custom models (like Ollama). It also dynamically supports new providers such as OpenRouter, Anthropic, Gemini, and Cohere among others.